{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "data_dir = \"../data/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "entities num:\t24902\n",
      "relations num:\t1345\n"
     ]
    }
   ],
   "source": [
    "ent2id, id2ent = dict(), dict()\n",
    "rel2id, id2rel = dict(), dict()\n",
    "for line in open(data_dir + 'newentity2id.txt', 'r'):\n",
    "    [ent, id] = line.split()\n",
    "    ent2id[ent] = int(id)\n",
    "    id2ent[int(id)]  = ent\n",
    "for line in open(data_dir + 'relation2id.txt', 'r'):\n",
    "    [rel, id] = line.split()\n",
    "    rel2id[rel] = int(id)\n",
    "    id2rel[int(id)] = rel\n",
    "print(\"entities num:\\t\" + str(len(ent2id)))\n",
    "print(\"relations num:\\t\" + str(len(rel2id)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "ent_vec = []\n",
    "for line in open(\"../res/entity2vec.bern\"):\n",
    "    vec = [float(i) for i in line.split()]\n",
    "    ent_vec.append(np.array(vec))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "class Counter(dict):\n",
    "    def __missing__(self, key):\n",
    "        return False"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "is_common = Counter()\n",
    "kg1, kg2 = [], []\n",
    "for line in open(\"../data/common_entities.txt\"):\n",
    "    is_common[ent2id[line.split()[0]]] = True\n",
    "for i in range(24902):\n",
    "    if(is_common[i]):\n",
    "        continue\n",
    "    if(i < 14951):\n",
    "        kg1.append(i)\n",
    "    else:\n",
    "        kg2.append(i)        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": false,
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
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      "0.8310159342332285 0.6705571907033391 80.26875063432458 9853\n",
      "0.8310330830119749 0.6705906230972194 80.2607063121575 9854\n",
      "0.8310502283105022 0.6706240487062405 80.25266362252664 9855\n",
      "0.8310673701298701 0.6706574675324676 80.24462256493507 9856\n",
      "0.8310845084711372 0.6706908795779649 80.23658313888608 9857\n",
      "0.8311016433353622 0.6707242848447961 80.22854534388314 9858\n",
      "0.8311187747236028 0.6707576833350238 80.22050917942997 9859\n",
      "0.8311359026369168 0.6707910750507099 80.21247464503043 9860\n",
      "0.8311530270763614 0.6708244599939154 80.20444174018863 9861\n",
      "0.8311701480429933 0.6708578381667004 80.19641046440884 9862\n",
      "0.8311872655378688 0.6708912095711244 80.18838081719558 9863\n",
      "0.8311030008110301 0.670823195458232 80.19951338199513 9864\n",
      "0.8311201216421693 0.6708565636087177 80.19148504815003 9865\n",
      "0.8311372390026354 0.670889924994932 80.18345834177985 9866\n",
      "0.8311543528934834 0.6709232796189318 80.17543326238979 9867\n",
      "0.8311714633157682 0.6709566274827726 80.1674098094852 9868\n",
      "0.831087242881751 0.6708886411997163 80.1606039112372 9869\n",
      "0.8311043566362716 0.6709219858156028 80.15258358662614 9870\n",
      "0.8311214669233107 0.6708540168169385 80.14466619390133 9871\n",
      "0.8311385737439222 0.670887358184765 80.13664910858995 9872\n",
      "0.8311556770991593 0.6709206927985415 80.12863364732098 9873\n",
      "0.831172776990075 0.6709540206603201 80.12061980960097 9874\n",
      "0.8310886075949367 0.6708860759493671 80.11503797468355 9875\n",
      "0.8311057108140948 0.6709194005670311 80.1070271364925 9876\n",
      "0.8310215652526071 0.6708514731193682 80.10802875367014 9877\n",
      "0.8310386717959101 0.6708847944928124 80.10002024701356 9878\n",
      "0.8310557748759996 0.6708168843000304 80.09231703613726 9879\n",
      "0.8309716599190283 0.670748987854251 80.15 9880\n",
      "0.8309887663191985 0.6707823094828459 80.14198967715818 9881\n",
      "0.8310058692572354 0.670815624367537 80.13398097551104 9882\n",
      "0.83102296873419 0.670747748659314 80.12658099767278 9883\n",
      "0.8309388911371914 0.6706798866855525 80.12353298259814 9884\n",
      "0.8309559939301973 0.6707132018209409 80.11552857865453 9885\n",
      "0.8309730932632005 0.6707465102164677 80.1075257940522 9886\n",
      "0.830990189137251 0.6707798118741782 80.09952462829979 9887\n",
      "0.8310072815533981 0.6708131067961165 80.09152508090615 9888\n",
      "0.8310243705126908 0.670846394984326 80.08352715138032 9889\n",
      "0.831041456016178 0.6708796764408493 80.07553083923155 9890\n",
      "0.8309574360529774 0.6708118491557982 80.08148822161561 9891\n",
      "0.8309745248685807 0.6707440355843105 80.07399919126567 9892\n",
      "0.8309916102294552 0.6707773172950571 80.06600626705752 9893\n",
      "0.8309076207802709 0.6707095209217707 80.06377602587426 9894\n",
      "0.8309247094492168 0.6707427993936331 80.05578575037897 9895\n",
      "0.8309417946645109 0.6707760711398545 80.04779708973322 9896\n",
      "0.8309588764272001 0.6708093361624735 80.0398100434475 9897\n",
      "0.8308749242271166 0.6707415639523135 80.04314002828855 9898\n",
      "0.8308920092938681 0.6707748257399737 80.0351550661683 9899\n",
      "0.8309090909090909 0.6708080808080809 80.02717171717171 9900\n",
      "0.8308251691748308 0.6707403292596708 80.02292697707303 9901\n",
      "0.8308422540900828 0.6707735810947283 80.01494647545951 9902\n",
      "0.8308593355548823 0.6708068262142785 80.00696758558013 9903\n",
      "0.8308764135702746 0.6708400646203554 79.9989903069467 9904\n",
      "0.8308934881373043 0.6708732963149924 79.99101463907118 9905\n",
      "0.830910559257016 0.6709065213002221 79.98304058146577 9906\n",
      "0.8309276269304532 0.6709397395780761 79.97506813364288 9907\n",
      "0.8309446911586597 0.6709729511505854 79.96709729511505 9908\n",
      "0.8308608335856292 0.6709052376627308 80.28822282773237 9909\n",
      "0.8308779011099899 0.6708375378405651 80.28042381432896 9910\n",
      "0.8307940671980628 0.6707698516799516 80.2768640904046 9911\n",
      "0.8308111380145279 0.6708030669895076 80.26886602098466 9912\n",
      "0.8308282053868657 0.6708362755977 80.26086956521739 9913\n",
      "0.8308452693161186 0.6708694775065563 80.25287472261448 9914\n",
      "0.8308623298033283 0.6709026727181039 80.24488149268785 9915\n",
      "0.8308793868495361 0.6709358612343687 80.23688987494958 9916\n",
      "0.830896440455783 0.6709690430573763 80.22889986891197 9917\n",
      "0.8308126638435168 0.6709013914095584 80.24601734220609 9918\n",
      "0.8308297207379777 0.6709345700171389 80.23802802701886 9919\n",
      "0.8307459677419354 0.670866935483871 80.2327620967742 9920\n",
      "0.8307630279205725 0.6709001108759197 80.2247757282532 9921\n",
      "0.8307800846603507 0.6708324934489014 80.21709332795807 9922\n",
      "0.8307971379623098 0.6707648896503073 80.20951325204071 9923\n",
      "0.830814187827489 0.6707980652962515 80.20153164046755 9924\n",
      "0.830831234256927 0.6708312342569269 80.1935516372796 9925\n",
      "0.8308482772516623 0.6707636510175298 80.18617771509167 9926\n",
      "0.8308653168127329 0.6707968167623652 80.17820086632416 9927\n",
      "0.8308823529411765 0.6708299758259468 80.17022562449637 9928\n",
      "0.83089938563803 0.670863128210293 80.16225198912277 9929\n",
      "0.8308157099697885 0.6707955689828802 80.17512588116817 9930\n",
      "0.8308327459470345 0.6708287181552713 80.16715335817138 9931\n",
      "0.8308497784937575 0.6707611759967781 80.15998791784132 9932\n",
      "0.8307661330917144 0.6706936474378334 80.18050941306755 9933\n",
      "0.8307831689148379 0.6706261324743306 80.17334407086773 9934\n",
      "0.8308002013085053 0.6705586311021641 80.16547559134374 9935\n",
      "0.830817230273752 0.6705917874396136 80.15750805152979 9936\n",
      "0.8308342558116132 0.6706249371037536 80.14954211532655 9937\n",
      "0.8308512779231234 0.6706580800965989 80.14157778224995 9938\n",
      "0.8307676828654794 0.6705906026763255 80.15403964181507 9939\n",
      "0.830784708249497 0.6706237424547283 80.14607645875252 9940\n",
      "0.8308017302082286 0.6706568755658384 80.13811487777889 9941\n",
      "0.8308187487427077 0.6706900020116676 80.13015489841078 9942\n",
      "0.8308357638539676 0.6707231217942271 80.12219652016493 9943\n",
      "0.830852775543041 0.6707562349155269 80.11423974255833 9944\n",
      "0.8308697838109603 0.6707893413775766 80.1062845651081 9945\n",
      "0.8308867886587573 0.6708224411823849 80.0983309873316 9946\n",
      "0.8309037900874635 0.6708555343319594 80.09037900874635 9947\n",
      "0.8309207880981102 0.6708886208283072 80.08242862887012 9948\n",
      "0.8309377826917278 0.6709217006734345 80.07447984722083 9949\n",
      "0.8309547738693467 0.6709547738693468 80.06653266331658 9950\n",
      "0.8309717616319968 0.6708873480052256 80.05868756908853 9951\n"
     ]
    }
   ],
   "source": [
    "occupied = Counter()\n",
    "# distance2entities_pair = []\n",
    "cnt = 0\n",
    "rank = 0\n",
    "from numpy import linalg as LA\n",
    "hits10 = hits1 = 0\n",
    "for i in kg1:\n",
    "    distance = []\n",
    "    for j in kg2:\n",
    "        dis = LA.norm(ent_vec[i]-ent_vec[j], 1)\n",
    "        if(dis > 50):\n",
    "            assert(id2ent[i] + '$' != id2ent[j])\n",
    "            continue\n",
    "        distance.append((dis, i, j)) #change to distance2entities_pair afterward\n",
    "    distance.sort()\n",
    "    for k in range(10):\n",
    "        (dis, i, j) = distance[k]\n",
    "        if(id2ent[i] + '$' == id2ent[j]):\n",
    "            hits10 += 1\n",
    "    for k in range(1):\n",
    "        (dis, i, j) = distance[k]\n",
    "        if(id2ent[i] + '$' == id2ent[j]):\n",
    "            hits1 += 1\n",
    "    for k in range(len(distance)):\n",
    "        (dis, i, j) = distance[k]\n",
    "        if(id2ent[i] + '$' == id2ent[j]):\n",
    "            rank += k + 1\n",
    "    cnt += 1      \n",
    "    print(float(hits10)/cnt, float(hits1)/cnt, float(rank)/cnt, cnt)        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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